Dataset statistics
| Number of variables | 46 |
|---|---|
| Number of observations | 537436 |
| Missing cells | 2303347 |
| Missing cells (%) | 9.3% |
| Duplicate rows | 5874 |
| Duplicate rows (%) | 1.1% |
| Total size in memory | 188.6 MiB |
| Average record size in memory | 368.0 B |
Variable types
| CAT | 23 |
|---|---|
| NUM | 22 |
| BOOL | 1 |
| Dataset has 5874 (1.1%) duplicate rows | Duplicates |
UNIDADE_FEDERATIVA_CURSO is highly correlated with MUNICIPIO_CURSO and 1 other fields | High correlation |
MUNICIPIO_CURSO is highly correlated with UNIDADE_FEDERATIVA_CURSO and 1 other fields | High correlation |
REGIAO_CURSO is highly correlated with MUNICIPIO_CURSO and 1 other fields | High correlation |
ESTADO_CIVIL_ESTUDANTE has 69780 (13.0%) missing values | Missing |
COR_RACA_ESTUDANTE has 69780 (13.0%) missing values | Missing |
ESCOLARIDADE_PAI_ESTUDANTE has 69780 (13.0%) missing values | Missing |
ESCOLARIDADE_MAE_ESTUDANTE has 69780 (13.0%) missing values | Missing |
RESIDENCIA_ESTUDANTE has 69780 (13.0%) missing values | Missing |
COMPANHIA_RESIDENCIA_ESTUDANTE has 69780 (13.0%) missing values | Missing |
RENDA_FAMILIA_ESTUDANTE has 69780 (13.0%) missing values | Missing |
SITUACAO_FINANCEIRA_ESTUDANTE has 69780 (13.0%) missing values | Missing |
SITUACAO_TRABALHO_ESTUDANTE has 69780 (13.0%) missing values | Missing |
BOLSA_ESTUDO_ESTUDANTE has 69780 (13.0%) missing values | Missing |
AUXILIO_PERMANENCIA_ESTUDANTE has 69780 (13.0%) missing values | Missing |
BOLSA_ACADEMICA_ESTUDANTE has 69780 (13.0%) missing values | Missing |
ACAO_AFIRMATIVA_ESTUDANTE has 69780 (13.0%) missing values | Missing |
UNIDADE_FEDERATIVA_ESC_ENS_MEDIO has 69780 (13.0%) missing values | Missing |
CATEGORIA_ESCOLA_ENS_MEDIO has 69780 (13.0%) missing values | Missing |
MODALIDADE_ENS_MEDIO has 69780 (13.0%) missing values | Missing |
INCENTIVO_CURSO has 69780 (13.0%) missing values | Missing |
APOIO_DIFICULDADES_ESTUDANTE has 69780 (13.0%) missing values | Missing |
CURSO_SUPERIOR_FAMILIA has 69780 (13.0%) missing values | Missing |
HORAS_ESTUDO_SEMANA_ESTUDANTE has 69780 (13.0%) missing values | Missing |
MOTIVO_ESCOLHA_CURSO has 69780 (13.0%) missing values | Missing |
MOTIVO_ESCOLHA_IES has 69780 (13.0%) missing values | Missing |
RELACAO_PROFESSOR_ALUNO has 69780 (13.0%) missing values | Missing |
DEDICACAO_ESTUDOS has 69780 (13.0%) missing values | Missing |
UTILIZACAO_TICS has 69780 (13.0%) missing values | Missing |
QTDE_FUNCIONARIOS_IES has 69780 (13.0%) missing values | Missing |
PESSOAL_APOIO_IES has 69780 (13.0%) missing values | Missing |
INFRAESTRUTURA_SALAS_IES has 69780 (13.0%) missing values | Missing |
RECURSOS_AULAS_PRATICAS has 69780 (13.0%) missing values | Missing |
LOCAIS_AULAS_PRATICAS has 69780 (13.0%) missing values | Missing |
RECURSOS_BIBLIOTECA_IES has 69780 (13.0%) missing values | Missing |
BIBLIOTECA_VIRTUAL has 69780 (13.0%) missing values | Missing |
INFRAESTRUTURA_GERAL_IES has 69780 (13.0%) missing values | Missing |
Reproduction
| Analysis started | 2020-10-06 11:37:50.746433 |
|---|---|
| Analysis finished | 2020-10-06 11:45:54.414239 |
| Duration | 8 minutes and 3.67 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
CODIGO_IES
Real number (ℝ≥0)
| Distinct | 1478 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1385.499157 |
|---|---|
| Minimum | 1 |
| Maximum | 19739 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.1 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 17 |
| Q1 | 322 |
| median | 583 |
| Q3 | 1472 |
| 95-th percentile | 4849 |
| Maximum | 19739 |
| Range | 19738 |
| Interquartile range (IQR) | 1150 |
Descriptive statistics
| Standard deviation | 2504.935866 |
|---|---|
| Coefficient of variation (CV) | 1.807966359 |
| Kurtosis | 22.85498524 |
| Mean | 1385.499157 |
| Median Absolute Deviation (MAD) | 440 |
| Skewness | 4.493110722 |
| Sum | 744617125 |
| Variance | 6274703.694 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 1491 | 17693 | 3.3% | |
| 322 | 17181 | 3.2% | |
| 1472 | 13419 | 2.5% | |
| 298 | 13139 | 2.4% | |
| 163 | 11006 | 2.0% | |
| 569 | 8229 | 1.5% | |
| 316 | 7509 | 1.4% | |
| 56 | 6064 | 1.1% | |
| 953 | 5875 | 1.1% | |
| 671 | 5794 | 1.1% | |
| Other values (1468) | 431527 | 80.3% |
| Value | Count | Frequency (%) | |
| 1 | 1295 | 0.2% | |
| 2 | 3037 | 0.6% | |
| 3 | 1860 | 0.3% | |
| 4 | 1779 | 0.3% | |
| 5 | 3877 | 0.7% |
| Value | Count | Frequency (%) | |
| 19739 | 24 | < 0.1% | |
| 19578 | 54 | < 0.1% | |
| 19512 | 38 | < 0.1% | |
| 18874 | 18 | < 0.1% | |
| 18759 | 217 | < 0.1% |
CATEGORIA_ADMINISTRATIVA_IES
Real number (ℝ≥0)
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.345376938 |
|---|---|
| Minimum | 1 |
| Maximum | 7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.1 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 5 |
| 95-th percentile | 5 |
| Maximum | 7 |
| Range | 6 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.56735268 |
|---|---|
| Coefficient of variation (CV) | 0.4685130282 |
| Kurtosis | -1.301488746 |
| Mean | 3.345376938 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.4546093197 |
| Sum | 1797926 |
| Variance | 2.456594423 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) | |
| 4 | 192981 | 35.9% | |
| 5 | 148803 | 27.7% | |
| 1 | 125223 | 23.3% | |
| 2 | 62675 | 11.7% | |
| 3 | 5716 | 1.1% | |
| 7 | 2038 | 0.4% |
| Value | Count | Frequency (%) | |
| 1 | 125223 | 23.3% | |
| 2 | 62675 | 11.7% | |
| 3 | 5716 | 1.1% | |
| 4 | 192981 | 35.9% | |
| 5 | 148803 | 27.7% |
| Value | Count | Frequency (%) | |
| 7 | 2038 | 0.4% | |
| 5 | 148803 | 27.7% | |
| 4 | 192981 | 35.9% | |
| 3 | 5716 | 1.1% | |
| 2 | 62675 | 11.7% |
ORGANIZACAO_ACADEMICA_IES
Real number (ℝ≥0)
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10025.23158 |
|---|---|
| Minimum | 10019 |
| Maximum | 10028 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.1 MiB |
Quantile statistics
| Minimum | 10019 |
|---|---|
| 5-th percentile | 10020 |
| Q1 | 10022 |
| median | 10028 |
| Q3 | 10028 |
| 95-th percentile | 10028 |
| Maximum | 10028 |
| Range | 9 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 3.484123954 |
|---|---|
| Coefficient of variation (CV) | 0.0003475355086 |
| Kurtosis | -1.550426577 |
| Mean | 10025.23158 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -0.5602876976 |
| Sum | 5387920357 |
| Variance | 12.13911973 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=5)
| Value | Count | Frequency (%) | |
| 10028 | 317857 | 59.1% | |
| 10020 | 111978 | 20.8% | |
| 10022 | 91590 | 17.0% | |
| 10026 | 14516 | 2.7% | |
| 10019 | 1495 | 0.3% |
| Value | Count | Frequency (%) | |
| 10019 | 1495 | 0.3% | |
| 10020 | 111978 | 20.8% | |
| 10022 | 91590 | 17.0% | |
| 10026 | 14516 | 2.7% | |
| 10028 | 317857 | 59.1% |
| Value | Count | Frequency (%) | |
| 10028 | 317857 | 59.1% | |
| 10026 | 14516 | 2.7% | |
| 10022 | 91590 | 17.0% | |
| 10020 | 111978 | 20.8% | |
| 10019 | 1495 | 0.3% |
CODIGO_CURSO
Real number (ℝ≥0)
| Distinct | 10571 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 374871.9435 |
|---|---|
| Minimum | 3 |
| Maximum | 5001385 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.1 MiB |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 5483 |
| Q1 | 34476 |
| median | 97507 |
| Q3 | 311303 |
| 95-th percentile | 1259062 |
| Maximum | 5001385 |
| Range | 5001382 |
| Interquartile range (IQR) | 276827 |
Descriptive statistics
| Standard deviation | 685490.8382 |
|---|---|
| Coefficient of variation (CV) | 1.828600006 |
| Kurtosis | 22.19653264 |
| Mean | 374871.9435 |
| Median Absolute Deviation (MAD) | 68011 |
| Skewness | 3.948340161 |
| Sum | 2.014696778e+11 |
| Variance | 4.698976893e+11 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 98892 | 13427 | 2.5% | |
| 89380 | 9787 | 1.8% | |
| 102280 | 7343 | 1.4% | |
| 100305 | 5044 | 0.9% | |
| 87280 | 4172 | 0.8% | |
| 96655 | 3165 | 0.6% | |
| 1268023 | 2306 | 0.4% | |
| 79377 | 1779 | 0.3% | |
| 110000 | 1729 | 0.3% | |
| 1300122 | 1504 | 0.3% | |
| Other values (10561) | 487180 | 90.6% |
| Value | Count | Frequency (%) | |
| 3 | 40 | < 0.1% | |
| 6 | 60 | < 0.1% | |
| 10 | 45 | < 0.1% | |
| 16 | 48 | < 0.1% | |
| 19 | 29 | < 0.1% |
| Value | Count | Frequency (%) | |
| 5001385 | 33 | < 0.1% | |
| 5001328 | 24 | < 0.1% | |
| 5001302 | 72 | < 0.1% | |
| 5001285 | 6 | < 0.1% | |
| 5001284 | 2 | < 0.1% |
MODALIDADE_CURSO
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.1 MiB |
| 1 | |
|---|---|
| 0 |
| Value | Count | Frequency (%) | |
| 1 | 422822 | 78.7% | |
| 0 | 114614 | 21.3% |
| Distinct | 837 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3401669.435 |
|---|---|
| Minimum | 1100023 |
| Maximum | 5300108 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.1 MiB |
Quantile statistics
| Minimum | 1100023 |
|---|---|
| 5-th percentile | 1502400 |
| Q1 | 3106200 |
| median | 3509502 |
| Q3 | 4106902 |
| 95-th percentile | 5103403 |
| Maximum | 5300108 |
| Range | 4200085 |
| Interquartile range (IQR) | 1000702 |
Descriptive statistics
| Standard deviation | 887485.5845 |
|---|---|
| Coefficient of variation (CV) | 0.2608970688 |
| Kurtosis | 0.3182613424 |
| Mean | 3401669.435 |
| Median Absolute Deviation (MAD) | 595306 |
| Skewness | -0.2565975084 |
| Sum | 1.828179614e+12 |
| Variance | 7.876306627e+11 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 3550308 | 45440 | 8.5% | |
| 3304557 | 28278 | 5.3% | |
| 4106902 | 26220 | 4.9% | |
| 3106200 | 14936 | 2.8% | |
| 4113700 | 14812 | 2.8% | |
| 4207502 | 13419 | 2.5% | |
| 2611606 | 10288 | 1.9% | |
| 5300108 | 9749 | 1.8% | |
| 3548500 | 8574 | 1.6% | |
| 1302603 | 8514 | 1.6% | |
| Other values (827) | 357206 | 66.5% |
| Value | Count | Frequency (%) | |
| 1100023 | 162 | < 0.1% | |
| 1100049 | 311 | 0.1% | |
| 1100064 | 61 | < 0.1% | |
| 1100106 | 126 | < 0.1% | |
| 1100114 | 32 | < 0.1% |
| Value | Count | Frequency (%) | |
| 5300108 | 9749 | 1.8% | |
| 5221858 | 96 | < 0.1% | |
| 5221809 | 77 | < 0.1% | |
| 5221601 | 183 | < 0.1% | |
| 5221403 | 65 | < 0.1% |
| Distinct | 27 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 33.83609211 |
|---|---|
| Minimum | 11 |
| Maximum | 53 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.1 MiB |
Quantile statistics
| Minimum | 11 |
|---|---|
| 5-th percentile | 15 |
| Q1 | 31 |
| median | 35 |
| Q3 | 41 |
| 95-th percentile | 51 |
| Maximum | 53 |
| Range | 42 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 8.867266819 |
|---|---|
| Coefficient of variation (CV) | 0.2620653351 |
| Kurtosis | 0.3093317155 |
| Mean | 33.83609211 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | -0.2173793967 |
| Sum | 18184734 |
| Variance | 78.62842084 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=27)
| Value | Count | Frequency (%) | |
| 35 | 137249 | 25.5% | |
| 41 | 59069 | 11.0% | |
| 31 | 55699 | 10.4% | |
| 33 | 50484 | 9.4% | |
| 42 | 29567 | 5.5% | |
| 43 | 24153 | 4.5% | |
| 29 | 19090 | 3.6% | |
| 26 | 16927 | 3.1% | |
| 15 | 14583 | 2.7% | |
| 23 | 14433 | 2.7% | |
| Other values (17) | 116182 | 21.6% |
| Value | Count | Frequency (%) | |
| 11 | 3044 | 0.6% | |
| 12 | 1785 | 0.3% | |
| 13 | 9954 | 1.9% | |
| 14 | 1001 | 0.2% | |
| 15 | 14583 | 2.7% |
| Value | Count | Frequency (%) | |
| 53 | 9749 | 1.8% | |
| 52 | 13099 | 2.4% | |
| 51 | 5605 | 1.0% | |
| 50 | 11640 | 2.2% | |
| 43 | 24153 | 4.5% |
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.042857196 |
|---|---|
| Minimum | 1 |
| Maximum | 5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.1 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.981308536 |
|---|---|
| Coefficient of variation (CV) | 0.3224957574 |
| Kurtosis | -0.08758909823 |
| Mean | 3.042857196 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.05757373795 |
| Sum | 1635341 |
| Variance | 0.9629664428 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=5)
| Value | Count | Frequency (%) | |
| 3 | 252320 | 46.9% | |
| 4 | 112789 | 21.0% | |
| 2 | 94526 | 17.6% | |
| 5 | 40093 | 7.5% | |
| 1 | 37708 | 7.0% |
| Value | Count | Frequency (%) | |
| 1 | 37708 | 7.0% | |
| 2 | 94526 | 17.6% | |
| 3 | 252320 | 46.9% | |
| 4 | 112789 | 21.0% | |
| 5 | 40093 | 7.5% |
| Value | Count | Frequency (%) | |
| 5 | 40093 | 7.5% | |
| 4 | 112789 | 21.0% | |
| 3 | 252320 | 46.9% | |
| 2 | 94526 | 17.6% | |
| 1 | 37708 | 7.0% |
IDADE_ESTUDANTE
Real number (ℝ≥0)
| Distinct | 73 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.22613483 |
|---|---|
| Minimum | 10 |
| Maximum | 95 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.1 MiB |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 21 |
| Q1 | 23 |
| median | 26 |
| Q3 | 33 |
| 95-th percentile | 46 |
| Maximum | 95 |
| Range | 85 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 8.169930205 |
|---|---|
| Coefficient of variation (CV) | 0.2795419323 |
| Kurtosis | 1.855152065 |
| Mean | 29.22613483 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 1.410261027 |
| Sum | 15707177 |
| Variance | 66.74775955 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 23 | 56199 | 10.5% | |
| 22 | 55274 | 10.3% | |
| 24 | 48892 | 9.1% | |
| 25 | 39104 | 7.3% | |
| 26 | 32374 | 6.0% | |
| 21 | 29724 | 5.5% | |
| 27 | 26151 | 4.9% | |
| 28 | 23232 | 4.3% | |
| 29 | 20392 | 3.8% | |
| 30 | 17810 | 3.3% | |
| Other values (63) | 188284 | 35.0% |
| Value | Count | Frequency (%) | |
| 10 | 1 | < 0.1% | |
| 16 | 1 | < 0.1% | |
| 17 | 2 | < 0.1% | |
| 18 | 43 | < 0.1% | |
| 19 | 1119 | 0.2% |
| Value | Count | Frequency (%) | |
| 95 | 1 | < 0.1% | |
| 90 | 1 | < 0.1% | |
| 87 | 1 | < 0.1% | |
| 85 | 1 | < 0.1% | |
| 84 | 1 | < 0.1% |
SEXO_ESTUDANTE
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.1 MiB |
| F | |
|---|---|
| M |
| Value | Count | Frequency (%) | |
| F | 292107 | 54.4% | |
| M | 245329 | 45.6% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
ANO_CONCLUSAO_ENS_MEDIO
Real number (ℝ≥0)
| Distinct | 61 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 71 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2007.111286 |
|---|---|
| Minimum | 1957 |
| Maximum | 2017 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.1 MiB |
Quantile statistics
| Minimum | 1957 |
|---|---|
| 5-th percentile | 1994 |
| Q1 | 2004 |
| median | 2009 |
| Q3 | 2012 |
| 95-th percentile | 2013 |
| Maximum | 2017 |
| Range | 60 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 6.397587971 |
|---|---|
| Coefficient of variation (CV) | 0.003187460515 |
| Kurtosis | 3.689114874 |
| Mean | 2007.111286 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -1.73261015 |
| Sum | 1078551356 |
| Variance | 40.92913185 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 2012 | 76923 | 14.3% | |
| 2011 | 63286 | 11.8% | |
| 2010 | 55202 | 10.3% | |
| 2013 | 45639 | 8.5% | |
| 2009 | 40331 | 7.5% | |
| 2008 | 32195 | 6.0% | |
| 2007 | 25583 | 4.8% | |
| 2006 | 21864 | 4.1% | |
| 2005 | 19717 | 3.7% | |
| 2014 | 17433 | 3.2% | |
| Other values (51) | 139192 | 25.9% |
| Value | Count | Frequency (%) | |
| 1957 | 2 | < 0.1% | |
| 1958 | 2 | < 0.1% | |
| 1959 | 2 | < 0.1% | |
| 1960 | 1 | < 0.1% | |
| 1961 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 2017 | 14 | < 0.1% | |
| 2016 | 734 | 0.1% | |
| 2015 | 2088 | 0.4% | |
| 2014 | 17433 | 3.2% | |
| 2013 | 45639 | 8.5% |
ANO_INICIO_GRADUACAO
Real number (ℝ≥0)
| Distinct | 40 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 71 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2013.110184 |
|---|---|
| Minimum | 1976 |
| Maximum | 2017 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.1 MiB |
Quantile statistics
| Minimum | 1976 |
|---|---|
| 5-th percentile | 2010 |
| Q1 | 2012 |
| median | 2013 |
| Q3 | 2014 |
| 95-th percentile | 2016 |
| Maximum | 2017 |
| Range | 41 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.962369161 |
|---|---|
| Coefficient of variation (CV) | 0.0009747947116 |
| Kurtosis | 9.725971592 |
| Mean | 2013.110184 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -1.709445755 |
| Sum | 1081774954 |
| Variance | 3.850892725 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=40)
| Value | Count | Frequency (%) | |
| 2014 | 141299 | 26.3% | |
| 2013 | 139084 | 25.9% | |
| 2015 | 73308 | 13.6% | |
| 2012 | 70996 | 13.2% | |
| 2011 | 37948 | 7.1% | |
| 2010 | 19820 | 3.7% | |
| 2016 | 18017 | 3.4% | |
| 2017 | 13481 | 2.5% | |
| 2009 | 10187 | 1.9% | |
| 2008 | 5356 | 1.0% | |
| Other values (30) | 7869 | 1.5% |
| Value | Count | Frequency (%) | |
| 1976 | 1 | < 0.1% | |
| 1978 | 1 | < 0.1% | |
| 1980 | 1 | < 0.1% | |
| 1981 | 2 | < 0.1% | |
| 1982 | 4 | < 0.1% |
| Value | Count | Frequency (%) | |
| 2017 | 13481 | 2.5% | |
| 2016 | 18017 | 3.4% | |
| 2015 | 73308 | 13.6% | |
| 2014 | 141299 | 26.3% | |
| 2013 | 139084 | 25.9% |
TURNO_CURSO
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 465 |
| Missing (%) | 0.1% |
| Memory size | 4.1 MiB |
| 4 | |
|---|---|
| 3 | |
| 1 | |
| 2 | 23128 |
| Value | Count | Frequency (%) | |
| 4 | 336976 | 62.7% | |
| 3 | 101530 | 18.9% | |
| 1 | 75337 | 14.0% | |
| 2 | 23128 | 4.3% | |
| (Missing) | 465 | 0.1% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 69780 |
| Missing (%) | 13.0% |
| Memory size | 4.1 MiB |
| A | |
|---|---|
| B | |
| E | 17035 |
| C | 14471 |
| D | 1637 |
| Value | Count | Frequency (%) | |
| A | 318407 | 59.2% | |
| B | 116106 | 21.6% | |
| E | 17035 | 3.2% | |
| C | 14471 | 2.7% | |
| D | 1637 | 0.3% | |
| (Missing) | 69780 | 13.0% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.259677431 |
| Min length | 1 |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 69780 |
| Missing (%) | 13.0% |
| Memory size | 4.1 MiB |
| A | |
|---|---|
| D | |
| B | |
| F | 13313 |
| C | 11325 |
| Value | Count | Frequency (%) | |
| A | 241871 | 45.0% | |
| D | 155086 | 28.9% | |
| B | 44090 | 8.2% | |
| F | 13313 | 2.5% | |
| C | 11325 | 2.1% | |
| E | 1971 | 0.4% | |
| (Missing) | 69780 | 13.0% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.259677431 |
| Min length | 1 |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 69780 |
| Missing (%) | 13.0% |
| Memory size | 4.1 MiB |
| B | |
|---|---|
| D | |
| C | |
| E | |
| A |
| Value | Count | Frequency (%) | |
| B | 142488 | 26.5% | |
| D | 136102 | 25.3% | |
| C | 68164 | 12.7% | |
| E | 61890 | 11.5% | |
| A | 36927 | 6.9% | |
| F | 22085 | 4.1% | |
| (Missing) | 69780 | 13.0% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.259677431 |
| Min length | 1 |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 69780 |
| Missing (%) | 13.0% |
| Memory size | 4.1 MiB |
| D | |
|---|---|
| B | |
| E | |
| C | |
| F |
| Value | Count | Frequency (%) | |
| D | 144018 | 26.8% | |
| B | 123070 | 22.9% | |
| E | 68732 | 12.8% | |
| C | 67947 | 12.6% | |
| F | 38097 | 7.1% | |
| A | 25792 | 4.8% | |
| (Missing) | 69780 | 13.0% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.259677431 |
| Min length | 1 |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 69780 |
| Missing (%) | 13.0% |
| Memory size | 4.1 MiB |
| B | |
|---|---|
| C | |
| A | |
| D | |
| F | 3691 |
| Value | Count | Frequency (%) | |
| B | 244966 | 45.6% | |
| C | 153587 | 28.6% | |
| A | 33500 | 6.2% | |
| D | 30101 | 5.6% | |
| F | 3691 | 0.7% | |
| E | 1811 | 0.3% | |
| (Missing) | 69780 | 13.0% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.259677431 |
| Min length | 1 |
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 69780 |
| Missing (%) | 13.0% |
| Memory size | 4.1 MiB |
| D | |
|---|---|
| C | |
| B | |
| E | |
| A | |
| Other values (3) |
| Value | Count | Frequency (%) | |
| D | 117870 | 21.9% | |
| C | 108087 | 20.1% | |
| B | 72145 | 13.4% | |
| E | 68291 | 12.7% | |
| A | 52644 | 9.8% | |
| F | 29106 | 5.4% | |
| G | 11106 | 2.1% | |
| H | 8407 | 1.6% | |
| (Missing) | 69780 | 13.0% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.259677431 |
| Min length | 1 |
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 69780 |
| Missing (%) | 13.0% |
| Memory size | 4.1 MiB |
| B | |
|---|---|
| A | |
| C | |
| E | |
| D | |
| Other values (2) |
| Value | Count | Frequency (%) | |
| B | 135503 | 25.2% | |
| A | 105918 | 19.7% | |
| C | 95843 | 17.8% | |
| E | 49348 | 9.2% | |
| D | 49096 | 9.1% | |
| F | 27934 | 5.2% | |
| G | 4014 | 0.7% | |
| (Missing) | 69780 | 13.0% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.259677431 |
| Min length | 1 |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 69780 |
| Missing (%) | 13.0% |
| Memory size | 4.1 MiB |
| C | |
|---|---|
| B | |
| E | |
| D | |
| F |
| Value | Count | Frequency (%) | |
| C | 126179 | 23.5% | |
| B | 124435 | 23.2% | |
| E | 93485 | 17.4% | |
| D | 48791 | 9.1% | |
| F | 42792 | 8.0% | |
| A | 31974 | 5.9% | |
| (Missing) | 69780 | 13.0% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.259677431 |
| Min length | 1 |
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 69780 |
| Missing (%) | 13.0% |
| Memory size | 4.1 MiB |
| A | |
|---|---|
| E | |
| D | |
| C | |
| B |
| Value | Count | Frequency (%) | |
| A | 176681 | 32.9% | |
| E | 158298 | 29.5% | |
| D | 55441 | 10.3% | |
| C | 40141 | 7.5% | |
| B | 37095 | 6.9% | |
| (Missing) | 69780 | 13.0% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.259677431 |
| Min length | 1 |
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 69780 |
| Missing (%) | 13.0% |
| Memory size | 4.1 MiB |
| A | |
|---|---|
| B | |
| E | |
| H | |
| C | |
| Other values (6) |
| Value | Count | Frequency (%) | |
| A | 155492 | 28.9% | |
| B | 142471 | 26.5% | |
| E | 67023 | 12.5% | |
| H | 32860 | 6.1% | |
| C | 29050 | 5.4% | |
| G | 13756 | 2.6% | |
| I | 9674 | 1.8% | |
| J | 6126 | 1.1% | |
| D | 5562 | 1.0% | |
| F | 3504 | 0.7% | |
| (Missing) | 69780 | 13.0% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.259677431 |
| Min length | 1 |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 69780 |
| Missing (%) | 13.0% |
| Memory size | 4.1 MiB |
| A | |
|---|---|
| E | 12398 |
| F | 11674 |
| C | 8899 |
| D | 5027 |
| Value | Count | Frequency (%) | |
| A | 425892 | 79.2% | |
| E | 12398 | 2.3% | |
| F | 11674 | 2.2% | |
| C | 8899 | 1.7% | |
| D | 5027 | 0.9% | |
| B | 3766 | 0.7% | |
| (Missing) | 69780 | 13.0% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.259677431 |
| Min length | 1 |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 69780 |
| Missing (%) | 13.0% |
| Memory size | 4.1 MiB |
| A | |
|---|---|
| F | |
| B | |
| D | 15993 |
| C | 14748 |
| Value | Count | Frequency (%) | |
| A | 349251 | 65.0% | |
| F | 42387 | 7.9% | |
| B | 41843 | 7.8% | |
| D | 15993 | 3.0% | |
| C | 14748 | 2.7% | |
| E | 3434 | 0.6% | |
| (Missing) | 69780 | 13.0% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.259677431 |
| Min length | 1 |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 69780 |
| Missing (%) | 13.0% |
| Memory size | 4.1 MiB |
| A | |
|---|---|
| D | |
| C | 25825 |
| E | 18443 |
| F | 10860 |
| Value | Count | Frequency (%) | |
| A | 366276 | 68.2% | |
| D | 37375 | 7.0% | |
| C | 25825 | 4.8% | |
| E | 18443 | 3.4% | |
| F | 10860 | 2.0% | |
| B | 8877 | 1.7% | |
| (Missing) | 69780 | 13.0% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.259677431 |
| Min length | 1 |
| Distinct | 28 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 69780 |
| Missing (%) | 13.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 33.33837906 |
|---|---|
| Minimum | 11 |
| Maximum | 99 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.1 MiB |
Quantile statistics
| Minimum | 11 |
|---|---|
| 5-th percentile | 15 |
| Q1 | 29 |
| median | 33 |
| Q3 | 35 |
| 95-th percentile | 52 |
| Maximum | 99 |
| Range | 88 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 10.05218682 |
|---|---|
| Coefficient of variation (CV) | 0.301519963 |
| Kurtosis | 6.682070247 |
| Mean | 33.33837906 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 1.005519949 |
| Sum | 15590893 |
| Variance | 101.0464599 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=28)
| Value | Count | Frequency (%) | |
| 35 | 111352 | 20.7% | |
| 31 | 57314 | 10.7% | |
| 33 | 41980 | 7.8% | |
| 41 | 29971 | 5.6% | |
| 43 | 26344 | 4.9% | |
| 29 | 23194 | 4.3% | |
| 42 | 20602 | 3.8% | |
| 15 | 17679 | 3.3% | |
| 26 | 16100 | 3.0% | |
| 52 | 14305 | 2.7% | |
| Other values (18) | 108815 | 20.2% | |
| (Missing) | 69780 | 13.0% |
| Value | Count | Frequency (%) | |
| 11 | 4130 | 0.8% | |
| 12 | 2050 | 0.4% | |
| 13 | 8156 | 1.5% | |
| 14 | 1109 | 0.2% | |
| 15 | 17679 | 3.3% |
| Value | Count | Frequency (%) | |
| 99 | 1918 | 0.4% | |
| 53 | 8137 | 1.5% | |
| 52 | 14305 | 2.7% | |
| 51 | 6260 | 1.2% | |
| 50 | 6926 | 1.3% |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 69780 |
| Missing (%) | 13.0% |
| Memory size | 4.1 MiB |
| A | |
|---|---|
| B | |
| D | 19429 |
| E | 15795 |
| F | 952 |
| Value | Count | Frequency (%) | |
| A | 321192 | 59.8% | |
| B | 109791 | 20.4% | |
| D | 19429 | 3.6% | |
| E | 15795 | 2.9% | |
| F | 952 | 0.2% | |
| C | 497 | 0.1% | |
| (Missing) | 69780 | 13.0% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.259677431 |
| Min length | 1 |
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 69780 |
| Missing (%) | 13.0% |
| Memory size | 4.1 MiB |
| A | |
|---|---|
| B | |
| D | 27389 |
| C | 26610 |
| E | 4405 |
| Value | Count | Frequency (%) | |
| A | 364410 | 67.8% | |
| B | 44842 | 8.3% | |
| D | 27389 | 5.1% | |
| C | 26610 | 5.0% | |
| E | 4405 | 0.8% | |
| (Missing) | 69780 | 13.0% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.259677431 |
| Min length | 1 |
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 69780 |
| Missing (%) | 13.0% |
| Memory size | 4.1 MiB |
| B | |
|---|---|
| A | |
| C | |
| F | 28022 |
| G | 15286 |
| Other values (2) | 17208 |
| Value | Count | Frequency (%) | |
| B | 281251 | 52.3% | |
| A | 79413 | 14.8% | |
| C | 46476 | 8.6% | |
| F | 28022 | 5.2% | |
| G | 15286 | 2.8% | |
| D | 15254 | 2.8% | |
| E | 1954 | 0.4% | |
| (Missing) | 69780 | 13.0% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.259677431 |
| Min length | 1 |
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 69780 |
| Missing (%) | 13.0% |
| Memory size | 4.1 MiB |
| C | |
|---|---|
| A | |
| G | |
| K | |
| B | |
| Other values (6) |
| Value | Count | Frequency (%) | |
| C | 176117 | 32.8% | |
| A | 120843 | 22.5% | |
| G | 55466 | 10.3% | |
| K | 35135 | 6.5% | |
| B | 29140 | 5.4% | |
| H | 23005 | 4.3% | |
| E | 11691 | 2.2% | |
| J | 6837 | 1.3% | |
| D | 5760 | 1.1% | |
| F | 2072 | 0.4% | |
| (Missing) | 69780 | 13.0% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.259677431 |
| Min length | 1 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 69780 |
| Missing (%) | 13.0% |
| Memory size | 4.1 MiB |
| A | |
|---|---|
| B |
| Value | Count | Frequency (%) | |
| A | 307655 | 57.2% | |
| B | 160001 | 29.8% | |
| (Missing) | 69780 | 13.0% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.259677431 |
| Min length | 1 |
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 69780 |
| Missing (%) | 13.0% |
| Memory size | 4.1 MiB |
| B | |
|---|---|
| C | |
| D | |
| E | |
| A | 18576 |
| Value | Count | Frequency (%) | |
| B | 192297 | 35.8% | |
| C | 140405 | 26.1% | |
| D | 60636 | 11.3% | |
| E | 55742 | 10.4% | |
| A | 18576 | 3.5% | |
| (Missing) | 69780 | 13.0% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.259677431 |
| Min length | 1 |
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 69780 |
| Missing (%) | 13.0% |
| Memory size | 4.1 MiB |
| E | |
|---|---|
| A | |
| H | |
| C | |
| B | |
| Other values (3) |
| Value | Count | Frequency (%) | |
| E | 169963 | 31.6% | |
| A | 105294 | 19.6% | |
| H | 76316 | 14.2% | |
| C | 66662 | 12.4% | |
| B | 28851 | 5.4% | |
| F | 10367 | 1.9% | |
| G | 5887 | 1.1% | |
| D | 4316 | 0.8% | |
| (Missing) | 69780 | 13.0% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.259677431 |
| Min length | 1 |
| Distinct | 9 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 69780 |
| Missing (%) | 13.0% |
| Memory size | 4.1 MiB |
| F | |
|---|---|
| A | |
| C | |
| I | |
| B | |
| Other values (4) |
| Value | Count | Frequency (%) | |
| F | 158176 | 29.4% | |
| A | 81702 | 15.2% | |
| C | 74891 | 13.9% | |
| I | 41914 | 7.8% | |
| B | 40766 | 7.6% | |
| E | 33223 | 6.2% | |
| H | 23856 | 4.4% | |
| G | 6661 | 1.2% | |
| D | 6467 | 1.2% | |
| (Missing) | 69780 | 13.0% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.259677431 |
| Min length | 1 |
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 69780 |
| Missing (%) | 13.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.940287305 |
|---|---|
| Minimum | 1 |
| Maximum | 8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.1 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 4 |
| median | 5 |
| Q3 | 6 |
| 95-th percentile | 6 |
| Maximum | 8 |
| Range | 7 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.336772827 |
|---|---|
| Coefficient of variation (CV) | 0.2705860499 |
| Kurtosis | 0.8833833545 |
| Mean | 4.940287305 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -1.132340826 |
| Sum | 2310355 |
| Variance | 1.786961591 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) | |
| 6 | 208058 | 38.7% | |
| 5 | 115437 | 21.5% | |
| 4 | 72559 | 13.5% | |
| 3 | 34264 | 6.4% | |
| 2 | 17628 | 3.3% | |
| 1 | 14032 | 2.6% | |
| 7 | 2918 | 0.5% | |
| 8 | 2760 | 0.5% | |
| (Missing) | 69780 | 13.0% |
| Value | Count | Frequency (%) | |
| 1 | 14032 | 2.6% | |
| 2 | 17628 | 3.3% | |
| 3 | 34264 | 6.4% | |
| 4 | 72559 | 13.5% | |
| 5 | 115437 | 21.5% |
| Value | Count | Frequency (%) | |
| 8 | 2760 | 0.5% | |
| 7 | 2918 | 0.5% | |
| 6 | 208058 | 38.7% | |
| 5 | 115437 | 21.5% | |
| 4 | 72559 | 13.5% |
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 69780 |
| Missing (%) | 13.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.397001215 |
|---|---|
| Minimum | 1 |
| Maximum | 8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.1 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 5 |
| median | 6 |
| Q3 | 6 |
| 95-th percentile | 6 |
| Maximum | 8 |
| Range | 7 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.9926446352 |
|---|---|
| Coefficient of variation (CV) | 0.1839252199 |
| Kurtosis | 3.999293096 |
| Mean | 5.397001215 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -1.858254702 |
| Sum | 2523940 |
| Variance | 0.9853433717 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) | |
| 6 | 287529 | 53.5% | |
| 5 | 107525 | 20.0% | |
| 4 | 42880 | 8.0% | |
| 3 | 16104 | 3.0% | |
| 2 | 5812 | 1.1% | |
| 1 | 4308 | 0.8% | |
| 7 | 2607 | 0.5% | |
| 8 | 891 | 0.2% | |
| (Missing) | 69780 | 13.0% |
| Value | Count | Frequency (%) | |
| 1 | 4308 | 0.8% | |
| 2 | 5812 | 1.1% | |
| 3 | 16104 | 3.0% | |
| 4 | 42880 | 8.0% | |
| 5 | 107525 | 20.0% |
| Value | Count | Frequency (%) | |
| 8 | 891 | 0.2% | |
| 7 | 2607 | 0.5% | |
| 6 | 287529 | 53.5% | |
| 5 | 107525 | 20.0% | |
| 4 | 42880 | 8.0% |
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 69780 |
| Missing (%) | 13.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.287403562 |
|---|---|
| Minimum | 1 |
| Maximum | 8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.1 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 5 |
| median | 6 |
| Q3 | 6 |
| 95-th percentile | 6 |
| Maximum | 8 |
| Range | 7 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.15966876 |
|---|---|
| Coefficient of variation (CV) | 0.2193266971 |
| Kurtosis | 2.401130806 |
| Mean | 5.287403562 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -1.424287455 |
| Sum | 2472686 |
| Variance | 1.344831632 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) | |
| 6 | 262172 | 48.8% | |
| 5 | 104578 | 19.5% | |
| 4 | 51264 | 9.5% | |
| 3 | 22854 | 4.3% | |
| 2 | 9928 | 1.8% | |
| 1 | 6656 | 1.2% | |
| 8 | 5206 | 1.0% | |
| 7 | 4998 | 0.9% | |
| (Missing) | 69780 | 13.0% |
| Value | Count | Frequency (%) | |
| 1 | 6656 | 1.2% | |
| 2 | 9928 | 1.8% | |
| 3 | 22854 | 4.3% | |
| 4 | 51264 | 9.5% | |
| 5 | 104578 | 19.5% |
| Value | Count | Frequency (%) | |
| 8 | 5206 | 1.0% | |
| 7 | 4998 | 0.9% | |
| 6 | 262172 | 48.8% | |
| 5 | 104578 | 19.5% | |
| 4 | 51264 | 9.5% |
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 69780 |
| Missing (%) | 13.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.999589442 |
|---|---|
| Minimum | 1 |
| Maximum | 8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.1 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 4 |
| median | 5 |
| Q3 | 6 |
| 95-th percentile | 6 |
| Maximum | 8 |
| Range | 7 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.377580436 |
|---|---|
| Coefficient of variation (CV) | 0.2755387121 |
| Kurtosis | 0.8938001714 |
| Mean | 4.999589442 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -1.150458486 |
| Sum | 2338088 |
| Variance | 1.897727857 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) | |
| 6 | 213596 | 39.7% | |
| 5 | 107972 | 20.1% | |
| 4 | 64715 | 12.0% | |
| 3 | 33879 | 6.3% | |
| 2 | 17305 | 3.2% | |
| 1 | 15382 | 2.9% | |
| 7 | 12293 | 2.3% | |
| 8 | 2514 | 0.5% | |
| (Missing) | 69780 | 13.0% |
| Value | Count | Frequency (%) | |
| 1 | 15382 | 2.9% | |
| 2 | 17305 | 3.2% | |
| 3 | 33879 | 6.3% | |
| 4 | 64715 | 12.0% | |
| 5 | 107972 | 20.1% |
| Value | Count | Frequency (%) | |
| 8 | 2514 | 0.5% | |
| 7 | 12293 | 2.3% | |
| 6 | 213596 | 39.7% | |
| 5 | 107972 | 20.1% | |
| 4 | 64715 | 12.0% |
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 69780 |
| Missing (%) | 13.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.954470808 |
|---|---|
| Minimum | 1 |
| Maximum | 8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.1 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 4 |
| median | 5 |
| Q3 | 6 |
| 95-th percentile | 7 |
| Maximum | 8 |
| Range | 7 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.544319194 |
|---|---|
| Coefficient of variation (CV) | 0.3117021483 |
| Kurtosis | 0.436331488 |
| Mean | 4.954470808 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.9031036028 |
| Sum | 2316988 |
| Variance | 2.384921774 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) | |
| 6 | 202116 | 37.6% | |
| 5 | 97206 | 18.1% | |
| 4 | 63356 | 11.8% | |
| 3 | 36356 | 6.8% | |
| 1 | 22508 | 4.2% | |
| 2 | 20283 | 3.8% | |
| 7 | 13952 | 2.6% | |
| 8 | 11879 | 2.2% | |
| (Missing) | 69780 | 13.0% |
| Value | Count | Frequency (%) | |
| 1 | 22508 | 4.2% | |
| 2 | 20283 | 3.8% | |
| 3 | 36356 | 6.8% | |
| 4 | 63356 | 11.8% | |
| 5 | 97206 | 18.1% |
| Value | Count | Frequency (%) | |
| 8 | 11879 | 2.2% | |
| 7 | 13952 | 2.6% | |
| 6 | 202116 | 37.6% | |
| 5 | 97206 | 18.1% | |
| 4 | 63356 | 11.8% |
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 69780 |
| Missing (%) | 13.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.912283815 |
|---|---|
| Minimum | 1 |
| Maximum | 8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.1 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 4 |
| median | 5 |
| Q3 | 6 |
| 95-th percentile | 6 |
| Maximum | 8 |
| Range | 7 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.427219777 |
|---|---|
| Coefficient of variation (CV) | 0.2905409847 |
| Kurtosis | 0.6175779084 |
| Mean | 4.912283815 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.9727576009 |
| Sum | 2297259 |
| Variance | 2.036956291 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) | |
| 6 | 202196 | 37.6% | |
| 5 | 111434 | 20.7% | |
| 4 | 68356 | 12.7% | |
| 3 | 37553 | 7.0% | |
| 2 | 20301 | 3.8% | |
| 1 | 16997 | 3.2% | |
| 8 | 7498 | 1.4% | |
| 7 | 3321 | 0.6% | |
| (Missing) | 69780 | 13.0% |
| Value | Count | Frequency (%) | |
| 1 | 16997 | 3.2% | |
| 2 | 20301 | 3.8% | |
| 3 | 37553 | 7.0% | |
| 4 | 68356 | 12.7% | |
| 5 | 111434 | 20.7% |
| Value | Count | Frequency (%) | |
| 8 | 7498 | 1.4% | |
| 7 | 3321 | 0.6% | |
| 6 | 202196 | 37.6% | |
| 5 | 111434 | 20.7% | |
| 4 | 68356 | 12.7% |
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 69780 |
| Missing (%) | 13.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.942767761 |
|---|---|
| Minimum | 1 |
| Maximum | 8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.1 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 4 |
| median | 5 |
| Q3 | 6 |
| 95-th percentile | 7 |
| Maximum | 8 |
| Range | 7 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.569084726 |
|---|---|
| Coefficient of variation (CV) | 0.3174506272 |
| Kurtosis | 0.3161114424 |
| Mean | 4.942767761 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.7240775957 |
| Sum | 2311515 |
| Variance | 2.462026877 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) | |
| 6 | 189972 | 35.3% | |
| 5 | 101858 | 19.0% | |
| 4 | 66664 | 12.4% | |
| 3 | 38289 | 7.1% | |
| 2 | 22129 | 4.1% | |
| 1 | 20761 | 3.9% | |
| 8 | 19970 | 3.7% | |
| 7 | 8013 | 1.5% | |
| (Missing) | 69780 | 13.0% |
| Value | Count | Frequency (%) | |
| 1 | 20761 | 3.9% | |
| 2 | 22129 | 4.1% | |
| 3 | 38289 | 7.1% | |
| 4 | 66664 | 12.4% | |
| 5 | 101858 | 19.0% |
| Value | Count | Frequency (%) | |
| 8 | 19970 | 3.7% | |
| 7 | 8013 | 1.5% | |
| 6 | 189972 | 35.3% | |
| 5 | 101858 | 19.0% | |
| 4 | 66664 | 12.4% |
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 69780 |
| Missing (%) | 13.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.006192586 |
|---|---|
| Minimum | 1 |
| Maximum | 8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.1 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 4 |
| median | 5 |
| Q3 | 6 |
| 95-th percentile | 7 |
| Maximum | 8 |
| Range | 7 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.544688485 |
|---|---|
| Coefficient of variation (CV) | 0.3085555457 |
| Kurtosis | 0.4331384758 |
| Mean | 5.006192586 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.715995507 |
| Sum | 2341176 |
| Variance | 2.386062517 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) | |
| 6 | 191458 | 35.6% | |
| 5 | 104312 | 19.4% | |
| 4 | 65032 | 12.1% | |
| 3 | 37044 | 6.9% | |
| 8 | 22286 | 4.1% | |
| 2 | 20432 | 3.8% | |
| 1 | 18198 | 3.4% | |
| 7 | 8894 | 1.7% | |
| (Missing) | 69780 | 13.0% |
| Value | Count | Frequency (%) | |
| 1 | 18198 | 3.4% | |
| 2 | 20432 | 3.8% | |
| 3 | 37044 | 6.9% | |
| 4 | 65032 | 12.1% | |
| 5 | 104312 | 19.4% |
| Value | Count | Frequency (%) | |
| 8 | 22286 | 4.1% | |
| 7 | 8894 | 1.7% | |
| 6 | 191458 | 35.6% | |
| 5 | 104312 | 19.4% | |
| 4 | 65032 | 12.1% |
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 69780 |
| Missing (%) | 13.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.137622526 |
|---|---|
| Minimum | 1 |
| Maximum | 8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.1 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 5 |
| median | 6 |
| Q3 | 6 |
| 95-th percentile | 6 |
| Maximum | 8 |
| Range | 7 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.296522757 |
|---|---|
| Coefficient of variation (CV) | 0.2523585083 |
| Kurtosis | 1.382784874 |
| Mean | 5.137622526 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -1.179082704 |
| Sum | 2402640 |
| Variance | 1.680971259 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) | |
| 6 | 225076 | 41.9% | |
| 5 | 111611 | 20.8% | |
| 4 | 58984 | 11.0% | |
| 3 | 29498 | 5.5% | |
| 2 | 13967 | 2.6% | |
| 7 | 12643 | 2.4% | |
| 1 | 10536 | 2.0% | |
| 8 | 5341 | 1.0% | |
| (Missing) | 69780 | 13.0% |
| Value | Count | Frequency (%) | |
| 1 | 10536 | 2.0% | |
| 2 | 13967 | 2.6% | |
| 3 | 29498 | 5.5% | |
| 4 | 58984 | 11.0% | |
| 5 | 111611 | 20.8% |
| Value | Count | Frequency (%) | |
| 8 | 5341 | 1.0% | |
| 7 | 12643 | 2.4% | |
| 6 | 225076 | 41.9% | |
| 5 | 111611 | 20.8% | |
| 4 | 58984 | 11.0% |
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 69780 |
| Missing (%) | 13.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.157194605 |
|---|---|
| Minimum | 1 |
| Maximum | 8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.1 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 4 |
| median | 6 |
| Q3 | 6 |
| 95-th percentile | 7 |
| Maximum | 8 |
| Range | 7 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.589631834 |
|---|---|
| Coefficient of variation (CV) | 0.3082357668 |
| Kurtosis | 0.783050639 |
| Mean | 5.157194605 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -1.099192143 |
| Sum | 2411793 |
| Variance | 2.526929367 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) | |
| 6 | 211147 | 39.3% | |
| 5 | 85976 | 16.0% | |
| 4 | 48535 | 9.0% | |
| 7 | 41684 | 7.8% | |
| 3 | 27345 | 5.1% | |
| 1 | 25824 | 4.8% | |
| 2 | 15986 | 3.0% | |
| 8 | 11159 | 2.1% | |
| (Missing) | 69780 | 13.0% |
| Value | Count | Frequency (%) | |
| 1 | 25824 | 4.8% | |
| 2 | 15986 | 3.0% | |
| 3 | 27345 | 5.1% | |
| 4 | 48535 | 9.0% | |
| 5 | 85976 | 16.0% |
| Value | Count | Frequency (%) | |
| 8 | 11159 | 2.1% | |
| 7 | 41684 | 7.8% | |
| 6 | 211147 | 39.3% | |
| 5 | 85976 | 16.0% | |
| 4 | 48535 | 9.0% |
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 69780 |
| Missing (%) | 13.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.976961698 |
|---|---|
| Minimum | 1 |
| Maximum | 8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.1 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 4 |
| median | 6 |
| Q3 | 6 |
| 95-th percentile | 6 |
| Maximum | 8 |
| Range | 7 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.534716755 |
|---|---|
| Coefficient of variation (CV) | 0.3083641885 |
| Kurtosis | 0.4894133111 |
| Mean | 4.976961698 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.9168250342 |
| Sum | 2327506 |
| Variance | 2.355355519 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) | |
| 6 | 215702 | 40.1% | |
| 5 | 93252 | 17.4% | |
| 4 | 59541 | 11.1% | |
| 3 | 36340 | 6.8% | |
| 2 | 21823 | 4.1% | |
| 1 | 20825 | 3.9% | |
| 8 | 14168 | 2.6% | |
| 7 | 6005 | 1.1% | |
| (Missing) | 69780 | 13.0% |
| Value | Count | Frequency (%) | |
| 1 | 20825 | 3.9% | |
| 2 | 21823 | 4.1% | |
| 3 | 36340 | 6.8% | |
| 4 | 59541 | 11.1% | |
| 5 | 93252 | 17.4% |
| Value | Count | Frequency (%) | |
| 8 | 14168 | 2.6% | |
| 7 | 6005 | 1.1% | |
| 6 | 215702 | 40.1% | |
| 5 | 93252 | 17.4% | |
| 4 | 59541 | 11.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| CODIGO_IES | CATEGORIA_ADMINISTRATIVA_IES | ORGANIZACAO_ACADEMICA_IES | CODIGO_CURSO | MODALIDADE_CURSO | MUNICIPIO_CURSO | UNIDADE_FEDERATIVA_CURSO | REGIAO_CURSO | IDADE_ESTUDANTE | SEXO_ESTUDANTE | ANO_CONCLUSAO_ENS_MEDIO | ANO_INICIO_GRADUACAO | TURNO_CURSO | ESTADO_CIVIL_ESTUDANTE | COR_RACA_ESTUDANTE | ESCOLARIDADE_PAI_ESTUDANTE | ESCOLARIDADE_MAE_ESTUDANTE | RESIDENCIA_ESTUDANTE | COMPANHIA_RESIDENCIA_ESTUDANTE | RENDA_FAMILIA_ESTUDANTE | SITUACAO_FINANCEIRA_ESTUDANTE | SITUACAO_TRABALHO_ESTUDANTE | BOLSA_ESTUDO_ESTUDANTE | AUXILIO_PERMANENCIA_ESTUDANTE | BOLSA_ACADEMICA_ESTUDANTE | ACAO_AFIRMATIVA_ESTUDANTE | UNIDADE_FEDERATIVA_ESC_ENS_MEDIO | CATEGORIA_ESCOLA_ENS_MEDIO | MODALIDADE_ENS_MEDIO | INCENTIVO_CURSO | APOIO_DIFICULDADES_ESTUDANTE | CURSO_SUPERIOR_FAMILIA | HORAS_ESTUDO_SEMANA_ESTUDANTE | MOTIVO_ESCOLHA_CURSO | MOTIVO_ESCOLHA_IES | RELACAO_PROFESSOR_ALUNO | DEDICACAO_ESTUDOS | UTILIZACAO_TICS | QTDE_FUNCIONARIOS_IES | PESSOAL_APOIO_IES | INFRAESTRUTURA_SALAS_IES | RECURSOS_AULAS_PRATICAS | LOCAIS_AULAS_PRATICAS | RECURSOS_BIBLIOTECA_IES | BIBLIOTECA_VIRTUAL | INFRAESTRUTURA_GERAL_IES | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 1 | 10028 | 3 | 1 | 5103403 | 51 | 5 | 26 | F | 2007.0 | 2012.0 | 3.0 | A | A | D | F | A | A | B | C | B | A | A | A | A | 51.0 | B | A | B | H | A | D | H | I | 2.0 | 5.0 | 3.0 | 3.0 | 5.0 | 3.0 | 2.0 | 2.0 | 2.0 | 1.0 | 3.0 |
| 1 | 1 | 1 | 10028 | 3 | 1 | 5103403 | 51 | 5 | 23 | F | 2013.0 | 2013.0 | 3.0 | B | D | E | D | C | B | B | D | E | A | A | A | B | 51.0 | A | B | G | K | A | C | C | A | 5.0 | 6.0 | 6.0 | 5.0 | 6.0 | 6.0 | 4.0 | 6.0 | 4.0 | 3.0 | 6.0 |
| 2 | 1 | 1 | 10028 | 3 | 1 | 5103403 | 51 | 5 | 23 | M | 2011.0 | 2013.0 | 3.0 | A | D | E | F | B | E | F | C | A | A | A | D | A | 51.0 | B | A | B | A | A | B | E | A | 1.0 | 4.0 | 2.0 | 2.0 | 3.0 | 2.0 | 2.0 | 2.0 | 7.0 | 1.0 | 3.0 |
| 3 | 1 | 1 | 10028 | 3 | 1 | 5103403 | 51 | 5 | 23 | M | 2011.0 | 2013.0 | 3.0 | A | A | D | D | D | A | B | C | A | A | A | A | E | 11.0 | A | A | B | C | A | C | E | A | 5.0 | 6.0 | 5.0 | 5.0 | 6.0 | 4.0 | 5.0 | 5.0 | 5.0 | 5.0 | 5.0 |
| 4 | 1 | 1 | 10028 | 3 | 1 | 5103403 | 51 | 5 | 24 | M | 2010.0 | 2013.0 | 3.0 | A | A | D | F | B | B | F | C | C | A | A | A | A | 51.0 | B | A | B | G | A | B | A | C | 2.0 | 4.0 | 3.0 | 2.0 | 5.0 | 2.0 | 2.0 | 2.0 | 3.0 | 3.0 | 3.0 |
| 5 | 1 | 1 | 10028 | 3 | 1 | 5103403 | 51 | 5 | 23 | M | 2011.0 | 2012.0 | 3.0 | A | F | B | B | B | D | C | C | B | A | A | D | D | 51.0 | A | A | A | G | A | B | C | C | 3.0 | 5.0 | 4.0 | 4.0 | 5.0 | 5.0 | 4.0 | 4.0 | 3.0 | 2.0 | 5.0 |
| 6 | 1 | 1 | 10028 | 3 | 1 | 5103403 | 51 | 5 | 21 | F | 2012.0 | 2013.0 | 3.0 | A | D | D | D | B | B | C | B | A | A | E | D | E | 51.0 | A | A | B | H | A | D | D | A | 3.0 | 4.0 | 4.0 | 3.0 | 4.0 | 4.0 | 2.0 | 2.0 | 2.0 | 2.0 | 4.0 |
| 7 | 1 | 1 | 10028 | 3 | 1 | 5103403 | 51 | 5 | 23 | M | 2011.0 | 2012.0 | 3.0 | A | D | D | E | B | C | C | B | A | A | A | A | A | 51.0 | B | A | B | G | A | B | D | C | 2.0 | 4.0 | 5.0 | 4.0 | 5.0 | 3.0 | 1.0 | 1.0 | 5.0 | 3.0 | 5.0 |
| 8 | 1 | 1 | 10028 | 3 | 1 | 5103403 | 51 | 5 | 23 | F | 2011.0 | 2013.0 | 3.0 | A | F | E | F | B | C | E | B | A | A | A | A | E | 51.0 | A | B | B | G | A | C | C | A | 2.0 | 6.0 | 6.0 | 6.0 | 6.0 | 5.0 | 6.0 | 6.0 | 5.0 | 2.0 | 6.0 |
| 9 | 1 | 1 | 10028 | 3 | 1 | 5103403 | 51 | 5 | 22 | F | 2011.0 | 2013.0 | 3.0 | A | D | D | D | B | D | C | C | C | A | A | D | A | 51.0 | B | A | B | H | A | D | E | A | 1.0 | 3.0 | 5.0 | 4.0 | 6.0 | 4.0 | 4.0 | 4.0 | 3.0 | 1.0 | 5.0 |
Last rows
| CODIGO_IES | CATEGORIA_ADMINISTRATIVA_IES | ORGANIZACAO_ACADEMICA_IES | CODIGO_CURSO | MODALIDADE_CURSO | MUNICIPIO_CURSO | UNIDADE_FEDERATIVA_CURSO | REGIAO_CURSO | IDADE_ESTUDANTE | SEXO_ESTUDANTE | ANO_CONCLUSAO_ENS_MEDIO | ANO_INICIO_GRADUACAO | TURNO_CURSO | ESTADO_CIVIL_ESTUDANTE | COR_RACA_ESTUDANTE | ESCOLARIDADE_PAI_ESTUDANTE | ESCOLARIDADE_MAE_ESTUDANTE | RESIDENCIA_ESTUDANTE | COMPANHIA_RESIDENCIA_ESTUDANTE | RENDA_FAMILIA_ESTUDANTE | SITUACAO_FINANCEIRA_ESTUDANTE | SITUACAO_TRABALHO_ESTUDANTE | BOLSA_ESTUDO_ESTUDANTE | AUXILIO_PERMANENCIA_ESTUDANTE | BOLSA_ACADEMICA_ESTUDANTE | ACAO_AFIRMATIVA_ESTUDANTE | UNIDADE_FEDERATIVA_ESC_ENS_MEDIO | CATEGORIA_ESCOLA_ENS_MEDIO | MODALIDADE_ENS_MEDIO | INCENTIVO_CURSO | APOIO_DIFICULDADES_ESTUDANTE | CURSO_SUPERIOR_FAMILIA | HORAS_ESTUDO_SEMANA_ESTUDANTE | MOTIVO_ESCOLHA_CURSO | MOTIVO_ESCOLHA_IES | RELACAO_PROFESSOR_ALUNO | DEDICACAO_ESTUDOS | UTILIZACAO_TICS | QTDE_FUNCIONARIOS_IES | PESSOAL_APOIO_IES | INFRAESTRUTURA_SALAS_IES | RECURSOS_AULAS_PRATICAS | LOCAIS_AULAS_PRATICAS | RECURSOS_BIBLIOTECA_IES | BIBLIOTECA_VIRTUAL | INFRAESTRUTURA_GERAL_IES | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 537426 | 19578 | 2 | 10022 | 5001279 | 1 | 3513009 | 35 | 3 | 43 | M | 2013.0 | 2014.0 | 4.0 | B | A | B | B | C | D | C | E | B | A | A | A | A | 35.0 | A | A | F | J | B | B | C | A | 6.0 | 6.0 | 5.0 | 6.0 | 5.0 | 5.0 | 4.0 | 4.0 | 5.0 | 7.0 | 2.0 |
| 537427 | 19578 | 2 | 10022 | 5001279 | 1 | 3513009 | 35 | 3 | 36 | F | 2013.0 | 2014.0 | 1.0 | E | A | C | B | C | H | D | E | E | A | A | A | A | 35.0 | B | A | C | K | B | B | A | A | 5.0 | 6.0 | 5.0 | 5.0 | 4.0 | 4.0 | 5.0 | 2.0 | 4.0 | 4.0 | 4.0 |
| 537428 | 19578 | 2 | 10022 | 5001279 | 1 | 3513009 | 35 | 3 | 35 | M | 2013.0 | 2014.0 | 1.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 537429 | 19578 | 2 | 10022 | 5001279 | 1 | 3513009 | 35 | 3 | 25 | M | 2013.0 | 2014.0 | 4.0 | A | A | C | C | B | C | C | D | E | A | A | A | A | 35.0 | A | A | B | A | B | A | C | A | 5.0 | 2.0 | 2.0 | 3.0 | 3.0 | 2.0 | 1.0 | 2.0 | 1.0 | 1.0 | 1.0 |
| 537430 | 19578 | 2 | 10022 | 5001279 | 1 | 3513009 | 35 | 3 | 36 | M | 2013.0 | 2014.0 | 4.0 | B | D | B | B | C | D | C | E | E | A | A | A | A | 35.0 | A | A | F | K | A | B | C | A | 3.0 | 5.0 | 4.0 | 2.0 | 2.0 | 2.0 | 1.0 | 1.0 | 1.0 | 1.0 | 2.0 |
| 537431 | 19578 | 2 | 10022 | 5001279 | 1 | 3513009 | 35 | 3 | 26 | M | 2013.0 | 2014.0 | 4.0 | A | D | B | C | B | D | C | E | E | A | A | A | D | 35.0 | A | A | B | C | B | B | A | F | 4.0 | 4.0 | 3.0 | 4.0 | 4.0 | 3.0 | 3.0 | 3.0 | 4.0 | 3.0 | 3.0 |
| 537432 | 19578 | 2 | 10022 | 5001279 | 1 | 3513009 | 35 | 3 | 41 | M | 2013.0 | 2014.0 | 4.0 | B | A | B | D | C | C | B | E | A | A | A | A | A | 35.0 | A | A | A | G | A | D | C | F | 3.0 | 4.0 | 4.0 | 2.0 | 2.0 | 4.0 | 4.0 | 4.0 | 5.0 | 1.0 | 1.0 |
| 537433 | 19578 | 2 | 10022 | 5001279 | 1 | 3513009 | 35 | 3 | 22 | M | 2013.0 | 2014.0 | 4.0 | A | D | B | D | B | D | B | F | E | A | A | A | A | 35.0 | A | A | B | C | B | B | H | A | 4.0 | 4.0 | 6.0 | 3.0 | 8.0 | 4.0 | 8.0 | 8.0 | 2.0 | 8.0 | 3.0 |
| 537434 | 19578 | 2 | 10022 | 5001279 | 1 | 3513009 | 35 | 3 | 35 | F | 2013.0 | 2014.0 | 4.0 | B | D | E | D | C | B | C | E | E | A | A | A | E | 35.0 | A | B | B | K | A | C | C | F | 6.0 | 5.0 | 6.0 | 4.0 | 4.0 | 5.0 | 4.0 | 4.0 | 4.0 | 4.0 | 4.0 |
| 537435 | 19578 | 2 | 10022 | 5001279 | 1 | 3513009 | 35 | 3 | 32 | F | 2013.0 | 2014.0 | 4.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
Most frequent
| CODIGO_IES | CATEGORIA_ADMINISTRATIVA_IES | ORGANIZACAO_ACADEMICA_IES | CODIGO_CURSO | MODALIDADE_CURSO | MUNICIPIO_CURSO | UNIDADE_FEDERATIVA_CURSO | REGIAO_CURSO | IDADE_ESTUDANTE | SEXO_ESTUDANTE | ANO_CONCLUSAO_ENS_MEDIO | ANO_INICIO_GRADUACAO | TURNO_CURSO | ESTADO_CIVIL_ESTUDANTE | COR_RACA_ESTUDANTE | ESCOLARIDADE_PAI_ESTUDANTE | ESCOLARIDADE_MAE_ESTUDANTE | RESIDENCIA_ESTUDANTE | COMPANHIA_RESIDENCIA_ESTUDANTE | RENDA_FAMILIA_ESTUDANTE | SITUACAO_FINANCEIRA_ESTUDANTE | SITUACAO_TRABALHO_ESTUDANTE | BOLSA_ESTUDO_ESTUDANTE | AUXILIO_PERMANENCIA_ESTUDANTE | BOLSA_ACADEMICA_ESTUDANTE | ACAO_AFIRMATIVA_ESTUDANTE | UNIDADE_FEDERATIVA_ESC_ENS_MEDIO | CATEGORIA_ESCOLA_ENS_MEDIO | MODALIDADE_ENS_MEDIO | INCENTIVO_CURSO | APOIO_DIFICULDADES_ESTUDANTE | CURSO_SUPERIOR_FAMILIA | HORAS_ESTUDO_SEMANA_ESTUDANTE | MOTIVO_ESCOLHA_CURSO | MOTIVO_ESCOLHA_IES | RELACAO_PROFESSOR_ALUNO | DEDICACAO_ESTUDOS | UTILIZACAO_TICS | QTDE_FUNCIONARIOS_IES | PESSOAL_APOIO_IES | INFRAESTRUTURA_SALAS_IES | RECURSOS_AULAS_PRATICAS | LOCAIS_AULAS_PRATICAS | RECURSOS_BIBLIOTECA_IES | BIBLIOTECA_VIRTUAL | INFRAESTRUTURA_GERAL_IES | count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 67 | 3 | 10022 | 18966 | 1 | 3538709 | 35 | 3 | 25 | M | 2010.0 | 2011.0 | 4.0 | A | A | C | B | B | F | E | C | E | H | A | F | A | 35.0 | A | A | B | H | A | D | E | F | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 2 |
| 1 | 1038 | 5 | 10022 | 1135078 | 1 | 5008305 | 50 | 5 | 23 | M | 2011.0 | 2013.0 | 4.0 | A | A | B | B | B | E | A | C | E | H | A | A | D | 50.0 | A | A | B | H | B | B | A | F | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 2 |
| 2 | 2189 | 4 | 10022 | 90453 | 0 | 2111300 | 21 | 2 | 34 | F | 2002.0 | 2014.0 | 1.0 | B | D | C | C | C | E | B | E | C | B | A | A | A | 21.0 | A | A | A | A | A | E | C | F | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 2 |
| 3 | 5215 | 5 | 10020 | 1126994 | 1 | 3511102 | 35 | 3 | 20 | F | 2014.0 | 2015.0 | 4.0 | A | A | B | B | B | E | A | B | A | B | A | C | A | 35.0 | A | A | B | H | B | C | E | F | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 6.0 | 2 |